RAG vs AI Agents: Grounding Answers with Retrieval vs Orchestrating Goal-Driven Workflows in Production AI
In production AI, retrieval-grounded responses and agent-driven workflows address complementary needs. Retrieval-Augmented Generation (RAG) provides factual grounding and access to fresh information, while AI agents handle planning, tool orchestration, and multi-step decision making with governance and observability.